A New Ensemble Method with Feature Space Partitioning for High-Dimensional Data Classification

Table 14

Classification accuracy of 10 runs of 10-fold cross validation for proposed method, bagging, AdaBoost, and random forest on Prostate.

	Proposed	Bagging	AdaBoost	Random Forest
1	95.1	91.18	91.18	89.22
2	95.1	92.16	92.16	90.20
3	95.1	93.14	92.16	90.20
4	94.12	91.18	89.22	87.25
5	94.12	91.18	91.18	85.29
6	93.14	92.16	92.16	90.20
7	95.1	91.18	91.18	89.22
8	96.08	92.16	91.18	90.20
9	95.1	93.14	92.16	90.20
10	95.1	91.18	91.18	91.18